Question Bank › Tone of discovery: management sounds newly surpr

Tone of discovery: management sounds newly surprised by its own business in a favorable direction

Calls Tested
499
Answered YES
107
Hit Rate
21.4%
rare by design

Zhihu Inc. (ZH) — this company's answers

NO on the Q3 2021 call 2021-11-22 D
The model's full reasoning — Q3 2021 call → NO我们根据提供的财报电话会议记录,判断管理层是否对近期业务表达了真实的、有利的惊喜。需要寻找管理层用“发现”而非“确认”的语言描述实际发展,且这种惊喜基于已发生的具体事件,并表明驱动因素仍在持续。 在记录中,管理层多次提到“sense of fulfillment”内容标准实施后,用户参与度提升,例如“graphics and text views increased by 136%, 58% and 112%”等,并说“The implementation of the standard of a sense of fulfillment brought users with fulfilling content and prompt higher levels of user engagement”。这似乎表明管理层对内容标准的效果感到满意,但这是否是“惊喜”?管理层说“we took further steps in Q3 to update the mechanism... and made remarkable progress”,这更像是确认进展,而非意外。 另外,关于视频内容,管理层提到“the number of average monthly uploaded reviews increased by 290% year-over-year”以及“video consumption penetration rate in DAU for this quarter was 37% versus 30% in the last quarter”,这些是具体数据,但管理层没有明确说“超出预期”或“我们没想到”。他们更多是在陈述结果。 在回答分析师问题时,管理层提到“we have very nice TV. Very nice metrics including very nice TV and the retention rate as well as time spent and car shows they all have displayed very nice potentials.” 这听起来是积极的,但“nice potentials”可能只是乐观,而非惊喜。 关键点:管理层是否明确表示“超出预期”?在记录中,没有直接说“超出我们预期”或“我们惊讶于”之类的语言。他们更多是描述增长和进展,但语气是自信的,而非惊讶。例如,在CCS业务上,他们说“CCS has improved a lot continues to increase a lot especially in this quarter. We had a year-over-year increase of over 500 times” 但这是陈述事实,没有说“我们没想到会这么好”。 另外,关于用户增长,MAU达到101.2百万,同比增长40%,但管理层没有说“超出预期”。 在回答关于视频的问题时,管理层说“we are very happy that you have noticed a difference in our product actually, this is not the final version that is just a great version or a better version that we just launched.” 这暗示他们正在测试,但未提及惊喜。 因此,没有找到管理层明确表达“惊喜”的语言。他们更多是确认和强调增长,但缺乏“我们没想到”的措辞。所以答案应为NO。

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Show the exact prompt the model was given
Using ONLY the supplied earnings call transcript and no outside information: On this call, does management's own account of the recent period carry a GENUINE NOTE OF FAVORABLE SURPRISE ABOUT ITS OWN BUSINESS — that is, does management describe at least one real, current development (demand, adoption, performance, customer behavior, or results of something the company did) using language of discovery rather than confirmation — conveying that what is happening exceeded, arrived sooner than, or took a different and better shape than what management itself had assumed — AND does management ground that surprise in concrete things that already happened while indicating the drivers behind it are still in effect? Answer YES when management's own words convey, in whatever form fits the business, this ONE phenomenon: the people running the company are visibly updating their own mental model upward based on real recent events — for example remarking that uptake, orders, performance, or customer response came in beyond what they had planned or anticipated; that something they tried worked better or faster than they expected; that a part of the business is behaving in a way they had not assumed it would, in a favorable direction; or that they are now thinking differently about what the business can do because of what just occurred — with the surprise anchored in actual recent activity (real orders, customers, volumes, results) and presented as continuing rather than concluded. Answer NO if the only 'better than expected' language refers to reported financials versus published guidance or consensus with no operating substance behind it. NO if the tone is routine confidence, promotion, or reaffirmation of an existing plan with nothing management indicates it did not anticipate. NO if the favorable surprise is only forecast or hoped for rather than already experienced. NO if management attributes the surprise chiefly to a one-time event, windfall, or temporary condition it expects to reverse. NO if the surprise is negative or mixed. NO if the idea appears only in an analyst's question or characterization that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

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NC NACCO Industries, Inc. Q1 2024 2024-05-05 C+
CTRA Coterra Energy Inc. Q1 2024 2024-05-03 A
CW Curtiss-Wright Corporation Q1 2024 2024-05-02 B+
ROCK Gibraltar Industries, Inc. Q1 2024 2024-05-01 B+
LTRX Lantronix, Inc. Q3 2024 2024-04-29 C
PDS Precision Drilling Corporation Q1 2024 2024-04-25 B
KOPN Kopin Corporation Q4 2023 2024-03-14 C+
GIII G-III Apparel Group, Ltd. Q4 2024 2024-03-14 C
PUMP ProPetro Holding Corp. Q4 2023 2024-02-21 C+
DXCM DexCom, Inc. Q4 2023 2024-02-08 B+
EGP EastGroup Properties, Inc. Q4 2023 2024-02-08 B
QTRX Quanterix Corporation Q3 2023 2023-11-07 B
AEP American Electric Power Company, Inc. Q3 2023 2023-11-02 C+
DASH DoorDash, Inc. Q3 2023 2023-11-01 C+
TEL TE Connectivity Ltd. Q4 2023 2023-11-01 B
CMG Chipotle Mexican Grill, Inc. Q3 2023 2023-10-27 B+
RHI Robert Half International Inc. Q3 2023 2023-10-24 C+
BZUN Baozun Inc. Q2 2023 2023-08-28 D
PTLO Portillo's Inc. Q2 2023 2023-08-05 B
ET Energy Transfer LP Q2 2023 2023-08-02 C+
AFL Aflac Incorporated Q2 2023 2023-08-02 C+
CTO CTO Realty Growth, Inc. Q2 2023 2023-07-28 B
IMAX IMAX Corporation Q2 2023 2023-07-26 B+
DAL Delta Air Lines, Inc. Q2 2023 2023-07-13 A
THS TreeHouse Foods, Inc. Q1 2023 2023-05-08 B+
SBRA Sabra Health Care REIT, Inc. Q1 2023 2023-05-04 B
TACT TransAct Technologies Incorporated Q4 2022 2023-03-08 A
DKS DICK'S Sporting Goods, Inc. Q4 2022 2023-03-07 B
M Macy's, Inc. Q4 2022 2023-03-02 D
VRE Veris Residential, Inc. Q4 2022 2023-02-22 D
CRBG Corebridge Financial, Inc. Q4 2022 2023-02-22 B
OEC Orion Engineered Carbons S.A. Q4 2022 2023-02-17 B+
PI Impinj, Inc. Q4 2022 2023-02-08 B+
SIBN SI-BONE, Inc. Q3 2022 2022-11-07 C+
CHE Chemed Corporation Q3 2022 2022-11-01 B+
SYY Sysco Corporation Q1 2023 2022-11-01 C+
SWBI Smith & Wesson Brands, Inc. Q1 2023 2022-09-08 C+
TMCI Treace Medical Concepts, Inc. Q2 2022 2022-08-13 B+
XHR Xenia Hotels & Resorts, Inc. Q2 2022 2022-08-05 A
IT Gartner, Inc. Q2 2022 2022-08-02 A
HLIO Helios Technologies, Inc. Q1 2022 2022-05-10 C
BXP Boston Properties, Inc. Q1 2022 2022-05-03 A
ADSE ADS-TEC Energy PLC Q4 2021 2022-04-28 D
CNXC Concentrix Corporation Q1 2022 2022-03-30 B
FAT FAT Brands Inc. Q4 2021 2022-03-21 F
SOPH SOPHiA GENETICS SA Q4 2021 2022-03-15 C
AKAM Akamai Technologies, Inc. Q4 2021 2022-02-15 B
OOMA Ooma, Inc. Q3 2022 2021-12-02 B+
GFS GLOBALFOUNDRIES Inc. Q3 2021 2021-11-30 A
CYBR CyberArk Software Ltd. Q3 2021 2021-11-04 B+
WMB The Williams Companies, Inc. Q3 2021 2021-11-02 B
MD Pediatrix Medical Group, Inc. Q3 2021 2021-10-28 B
TJX The TJX Companies, Inc. Q2 2021 2021-08-18 C
LOPE Grand Canyon Education, Inc. Q2 2021 2021-08-08 C
EMR Emerson Electric Co. Q3 2021 2021-08-04 B+
EHTH eHealth, Inc. Q2 2021 2021-07-29 F
ESRT Empire State Realty Trust, Inc. Q2 2021 2021-07-29 C+
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T AT&T Inc. Q3 2018 2018-10-24 C+
STM STMicroelectronics NV Q3 2018 2018-10-24 C+
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KIM Kimco Realty Corporation Q2 2018 2018-07-26 B+
CP Canadian Pacific Railway Limited Q2 2018 2018-07-19 B+
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LAUR Laureate Education, Inc. Q1 2018 2018-05-13 B+
SATS EchoStar Corporation Q1 2018 2018-05-10 C+
FOSL Fossil Group, Inc. Q1 2018 2018-05-08 C
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HLX Helix Energy Solutions Group, Inc. Q1 2018 2018-04-24 B+
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SBSI Southside Bancshares, Inc. Q4 2017 2018-02-06 A
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IR Ingersoll-Rand Plc Q3 2017 2017-10-25 B
LIND Lindblad Expeditions Holdings, Inc. Q2 2017 2017-08-06 C
BCE BCE Inc. Q2 2017 2017-08-05 B+
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MAT Mattel, Inc. Q3 2016 2016-10-19 C
CGNX Cognex Corporation Q2 2016 2016-08-01 A
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ESE ESCO Technologies Inc. Q2 2016 2016-05-03 A
INGR Ingredion Incorporated Q1 2016 2016-05-01 B+
RCL Royal Caribbean Cruises Ltd. Q1 2016 2016-04-29 C+
DD DuPont de Nemours, Inc. Q1 2016 2016-04-26 B+

How the model reasoned

GIS · Q4 2016 → YESThe question is about whether management's account on this earnings call has a genuine note of favorable surprise about its own business. NO The transcript shows management noting that cost savings exceeded the original target and that they have visibility to continue those savings, but this is framed as confirmation of internal efficiency gains rather than a discovery-driven surprise about customer demand, adoption, orders, or overall business performance. The language remains consistent with reaffirming existing plans and operational improvements without indicating that recent events caused them to revise their assumptions about the core business in a favorable, upward direction. The "ahead of target" phrasing and "beyond what we thought" comments pertain to cost initiatives, not the broader operational or market developments described elsewhere in the call.
EHTH · Q2 2021 → YESThe question is: Does management's own account of the recent period carry a GENUINE NOTE OF FAVORABLE SURPRISE ABOUT ITS OWN BUSINESS? YES The transcript shows management describing Medicare Advantage enrollments and related growth as "higher-than-expected" and "exceeding our expectations," with concrete recent developments like continued momentum in April and early May, successful agent recruiting targets achieved, and drivers (enrollments and IFP contributions) presented as ongoing rather than one time. For IFP, they note "strong enrollments" with "78% growth in approved members," "much stronger retention than our estimates," and "tail revenue well ahead of our estimates," framing these as exceeding assumptions and continuing due to secular tailwinds.
MKC · Q2 2018 → YESThe question is: Does management's own account of the recent period carry a GENUINE NOTE OF FAVORABLE SURPRISE ABOUT ITS OWN BUSINESS? YES The transcript shows management describing retailer interest and acceptance of new SKUs in seasoning and dip mixes as having "exceeded our expectations," which is language of discovery tied to concrete recent activity (launched SKUs) and presented as ongoing. They also note double-digit growth in unmeasured channels already realized, with drivers still in effect via the longer-term pipeline. While other comments reaffirm plans or compare to consensus, this specific phrasing meets the criteria for a genuine upward update in their mental model based on real events.

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Not investment advice. Artul.ai publishes AI-generated earnings-call quality grades and expected-volatility estimates — never buy or sell recommendations. We tested over 1,600 predictive hypotheses against 165,000 transcripts; the honest result, including what failed, is documented in our methodology.